{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3f53d6d8-a439-4929-8d02-87aa28988960",
   "metadata": {},
   "source": [
    "Chapter 27\n",
    "# 二元概率密度估计\n",
    "Book_1《编程不难》 | 鸢尾花书：从加减乘除到机器学习  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "46a88c4e-922c-459c-9a90-564d7aea9b8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "0e0be84e-469f-4f3b-9a07-b5bc61bca416",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义可视化函数\n",
    "def plot_surface(xx1, xx2, surface, x1_s, x2_s, \n",
    "                 z_height, color, title_txt):\n",
    "\n",
    "    fig = plt.figure(figsize=(8,3))\n",
    "    \n",
    "    ax = fig.add_subplot(1, 2, 1, projection='3d')\n",
    "    ax.plot_wireframe(xx1, xx2, surface,\n",
    "                      cstride = 8, rstride = 8,\n",
    "                      color = [0.7,0.7,0.7],\n",
    "                      linewidth = 0.25)\n",
    "    ax.scatter(x1_s, x2_s, x2_s*0, c=color)\n",
    "    ax.contour(xx1, xx2, surface,20,\n",
    "                 cmap = 'RdYlBu_r')\n",
    "    \n",
    "    ax.set_proj_type('ortho')\n",
    "    ax.set_xlabel('Sepal length, $x_1$')\n",
    "    ax.set_ylabel('Sepal width, $x_2$')\n",
    "    ax.set_zlabel('PDF')\n",
    "    ax.set_xticks([]); ax.set_yticks([])\n",
    "    ax.set_zticks([])\n",
    "    ax.set_xlim(x1.min(), x1.max())\n",
    "    ax.set_ylim(x2.min(), x2.max())\n",
    "    ax.set_zlim([0,z_height])\n",
    "    ax.view_init(azim=-120, elev=30)\n",
    "    ax.set_title(title_txt)\n",
    "    ax.grid(False)\n",
    "    \n",
    "    ax = fig.add_subplot(1, 2, 2)\n",
    "    ax.contourf(xx1, xx2, surface, 12, cmap='RdYlBu_r')\n",
    "    ax.contour(xx1, xx2, surface, 12, colors='w')\n",
    "    ax.set_xticks([]); ax.set_yticks([])\n",
    "    ax.set_xlim(x1.min(), x1.max())\n",
    "    ax.set_ylim(x2.min(), x2.max())\n",
    "    ax.set_xlabel('Sepal length, $x_1$')\n",
    "    ax.set_ylabel('Sepal width, $x_2$')\n",
    "    ax.set_aspect('equal', adjustable='box')\n",
    "    ax.set_title(title_txt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3c1629cc-f63c-42be-84ba-365790df2ea2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import statsmodels.api as sm\n",
    "import pandas as pd  \n",
    "from sklearn.datasets import load_iris\n",
    "import scipy.stats as st"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "56e994d2-53d7-43d8-9878-2f82a4e83c7a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入鸢尾花数据\n",
    "iris = load_iris()\n",
    "X_1_to_4 = iris.data; y = iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "15406209-f6a8-401c-9bb1-e1c7490dfc04",
   "metadata": {},
   "outputs": [],
   "source": [
    "feature_names = ['Sepal length, $X_1$','Sepal width, $X_2$',\n",
    "                 'Petal length, $X_3$','Petal width, $X_4$']\n",
    "\n",
    "X_df = pd.DataFrame(X_1_to_4)\n",
    "X1_2_df = X_df.iloc[:,[0,1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "27cbedf2-bd25-402b-a571-951306f37106",
   "metadata": {},
   "outputs": [],
   "source": [
    "x1 = np.linspace(4,8,161); x2 = np.linspace(1,5,161)\n",
    "xx1, xx2 = np.meshgrid(x1,x2)\n",
    "positions = np.vstack([xx1.ravel(), xx2.ravel()])\n",
    "colors = ['#FF3300','#0099FF','#8A8A8A']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b5e5531a-5164-4e31-a559-38e32fa7bc89",
   "metadata": {},
   "outputs": [],
   "source": [
    "KDE = st.gaussian_kde(X1_2_df.values.T)\n",
    "f_x1_x2 = np.reshape(KDE(positions).T, xx1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "dbfdcade-dec6-486a-a338-cc6ede65006f",
   "metadata": {},
   "outputs": [],
   "source": [
    "x1_s = X1_2_df.iloc[:,0]\n",
    "x2_s = X1_2_df.iloc[:,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5f35db51-847f-4516-b606-e1842c14108e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 可视化证据因子"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ac0eb543-c98f-453c-8ef1-882e241e090e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "z_height = 0.5\n",
    "title_txt = '$f_{X1, X2}(x_1, x_2)$, evidence'\n",
    "plot_surface(xx1, xx2, f_x1_x2, \n",
    "             x1_s, x2_s, z_height, \n",
    "             '#00448A', title_txt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8334cc29-10a1-4338-9b3b-56fbefde46b2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 可视化似然函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d0491955-0693-439e-843a-08577674e0ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 考虑不同鸢尾花分类\n",
    "for idx in range(3):\n",
    "\n",
    "    KDE_idx = st.gaussian_kde(X1_2_df[y==idx].values.T)\n",
    "    f_x1_x2_given_C_i = np.reshape(KDE_idx(positions).T, xx1.shape)\n",
    "\n",
    "    x1_s_C_i = X1_2_df.iloc[:,0][y==idx]\n",
    "    x2_s_C_i = X1_2_df.iloc[:,1][y==idx]\n",
    "\n",
    "    z_height = 1\n",
    "    title_txt = 'Likelihood'\n",
    "    plot_surface(xx1, xx2, f_x1_x2_given_C_i, \n",
    "                 x1_s_C_i, x2_s_C_i, z_height, \n",
    "                 colors[idx], title_txt)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
